That's not true, there is a section of media who pedal such a theory and it's become something of a modern myth.
It does happen that people get fairly light sentances for what appears to be a severe crime, but many people are in jail for a very long time and some are never getting out.

The guys who murdered Damilola Taylor and avoided prosecution for as long as they possibly could didn't get life sentences.